Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
West Coast Swing WSDC points registry: dancer points, divisions, level-ups, event results and rules.
These three are never merged into one score: opinions, measurements and popularity are different things.
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Works in Claude on the web, desktop and mobile:
https://wcspoints.com/mcpRun this in your terminal
claude mcp add --transport http wsdc-points https://wcspoints.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"wsdc-points": {
"url": "https://wcspoints.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"wsdc-points": {
"type": "http",
"url": "https://wcspoints.com/mcp"
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
ChatGPT connects only to servers on the internet:
https://wcspoints.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Tool names and descriptions exactly as the server reported them on Nov 9, 2026. The maker wrote them, not us; we show them as plain text.
search_dancersFind West Coast Swing dancers in the WSDC Points Registry by name or WSDC ID. Returns WSDC ID, country, primary role and current division for each match, most recently active dancers first. Use the WSDC ID with the other dancer tools.
get_dancer_profileGet a dancer's WSDC profile: current division and points per role (Leader/Follower), the Jack & Jill divisions they are allowed to enter in each role, points per division, level-up timeline, and first/last competition dates.
get_dancer_resultsList a dancer's WSDC Jack & Jill placements (event, date, division, role, placement, points), most recent first. Totals are computed over all results matching the filters.
search_eventsFind WSDC registry events (West Coast Swing conventions with points-awarding Jack & Jill contests) by name, city, year and/or country. Most recent first. Use the event_id with get_event_results.
get_event_resultsGet the Jack & Jill placements recorded in the WSDC registry for one event, grouped by division (highest first): placement, role, points awarded, dancer name and WSDC ID.
get_recent_levelupsList dancers who recently moved up to a higher WSDC division (in either role), most recent first, optionally filtered by country and target division.
get_division_statsCount dancers by current division and role (Leader/Follower), worldwide or for one country, optionally only recently active dancers.
search_wsdc_rulesSearch the official WSDC Registry Event Rules (current rulebook) and return the most relevant sections verbatim: division move-up thresholds, points per placement and tier, primary/secondary role rules, contest requirements, age divisions, judging.
get_registry_infoData coverage and freshness: number of dancers and events, date of the most recent event in the mirror, the rulebook version, and links to the official sources.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 9, 2026
The publisher (wcspoints.com) is not the repo owner (akarakotov); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Responded in 161 ms (HTTP 200)
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Read 9 tool descriptions and found no hidden instructions to the AI
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 2 of 3 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry today.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
In the same category: Spec Driven Development, Remote Desktop Commander, Grades.com
Servers in the same category from other makers, sorted by stars.
Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
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Ask Claude, ChatGPT, Cursor or any AI assistant about West Coast Swing dancers' WSDC points, divisions, level-ups and competition results. A free, public, read-only Model Context Protocol (MCP) server for the World Swing Dance Council (WSDC) Points Registry: ~27,000 dancers and ~8,000 events.
https://wcspoints.com/mcp (Streamable HTTP, no API key, no sign-up)com.wcspoints/wsdc-pointsUnofficial project, not affiliated with the World Swing Dance Council. The official registry is at
| Client | How |
|---|---|
| Claude (claude.ai, Desktop) | Settings → Connectors → *Add custom connector* → URL https://wcspoints.com/mcp |
| Claude Code | claude mcp add --transport http wsdc-points https://wcspoints.com/mcp |
| ChatGPT | Enable developer mode for apps/connectors, create a connector with the URL above, no authentication |
| Cursor / Windsurf | {"mcpServers": {"wsdc-points": {"url": "https://wcspoints.com/mcp"}}} |
| VS Code (Copilot) | .vscode/mcp.json: {"servers": {"wsdc-points": {"type": "http", "url": "https://wcspoints.com/mcp"}}} |
| Anything else | Any MCP client with Streamable HTTP transport |
All tools are read-only (readOnlyHint: true) and return structured JSON with an output schema.
| Tool | What it does |
|---|---|
search_dancers | Find dancers by name (any order, partial, misspelled, Cyrillic) or WSDC ID |
get_dancer_profile | Current division and points per role (Leader/Follower), allowed Jack & Jill divisions per role, points per division, level-up timeline |
get_dancer_results | A dancer's placements: event, date, division, role, placement, points; filters by division, role, year |
search_events | Find WSDC registry events by name, city, year, country |
get_event_results | All Jack & Jill placements of one event, by division |
get_recent_levelups | Dancers who recently moved up a division, by country and division |
get_division_stats | Dancer counts by current division and role, worldwide or per country |
search_wsdc_rules | Search the current WSDC Registry Event Rules (move-up thresholds, points per tier, secondary role rules…) |
get_registry_info | Data coverage and freshness |
Resource: wsdc://rules/current, the full text of the current rulebook.
python3.12 -m venv venv && venv/bin/pip install -r requirements-dev.txt
venv/bin/python -m pytest -q # unit tests (no database needed) WSDC_MCP_TEST_DSN="dbname=wsdc host=127.0.0.1" venv/bin/python -m pytest -q # + end-to-end tests WSDC_MCP_DB_DSN="dbname=wsdc host=127.0.0.1" venv/bin/python -m wsdc_mcp # serve on 127.0.0.1:8001
| Variable | Meaning |
|---|---|
WSDC_MCP_DB_DSN | PostgreSQL DSN of the WSDC registry database (read-only role) |
WSDC_MCP_PUBLIC_URL | Public origin used in links and discovery documents (default https://wcspoints.com) |
WSDC_MCP_HOST / WSDC_MCP_PORT | Bind address (default 127.0.0.1:8001) |
WSDC_MCP_RULES_PATH | Plain-text WSDC rulebook; enables search_wsdc_rules |
WSDC_MCP_POOL_MAX, WSDC_MCP_STATEMENT_TIMEOUT_MS | DB pool size (3) and per-query timeout (8000 ms) |
The server expects the registry schema of the WSDC parser project (contester_view, contester_view_roles, entry_view, event, …); the code is published for transparency and reuse.
No accounts, cookies or trackers. Requests and tool calls are logged for up to 30 days for operations. Results contain only what the WSDC publishes in its public registry. See wcspoints.com/privacy.
MIT